Inductive Dependency Parsing (Text, Speech and Language Technology)

Description

Inductive Dependency Parsing (Text, Speech and Language Technology)

Publisher: Springer
Number Of Pages: 216
Publication Date: 2006-07-28
Sales Rank: 2707365
ISBN / ASIN: 1402048882
EAN: 9781402048883
Binding: Hardcover
Manufacturer: Springer
Studio: Springer

This book provides an in-depth description of the framework of inductive dependency parsing, a methodology for robust and efficient syntactic analysis of unrestricted natural language text. This methodology is based on two essential components: dependency-based syntactic representations and a data-driven approach to syntactic parsing. More precisely, it is based on a deterministic parsing algorithm in combination with inductive machine learning to predict the next parser action.

The book includes a theoretical analysis of all central models and algorithms, as well as a thorough empirical evaluation of memory-based dependency parsing, using data from Swedish and English. Offering the reader a one-stop reference to dependency-based parsing of natural language, it is intended for researchers and system developers in the language technology field, and is also suited for graduate or advanced undergraduate education.

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